Period
to 20 July 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Kimball Methodology skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kimball Methodology over the 6 months to 20 July 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
England > London
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 538 549 511
Rank change year-on-year +11 -38 +117
Permanent jobs citing Kimball Methodology 297 294 442
As % of all permanent IT jobs advertised in London 0.42% 0.40% 0.53%
As % of the Processes & Methodologies category 0.46% 0.44% 0.58%
Number of salaries quoted 220 240 358
London median annual salary £60,000 £57,500 £57,500
Median salary % change year-on-year +4.35% - -4.17%
10th Percentile £41,250 £43,000 £43,000
90th Percentile £85,125 £75,000 £80,000
England median annual salary £50,000 £52,500 £54,000
% change year-on-year -4.76% -2.78% +2.86%

Kimball Methodology is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 65,099 67,157 75,825
As % of all permanent IT jobs advertised in London 91.37% 91.78% 91.40%
Number of salaries quoted 52,115 53,361 65,333
London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,250
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

Kimball Methodology
Job Vacancy Trend in London

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in London.

Job vacancy trend for Kimball Methodology in London

Kimball Methodology
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kimball Methodology in London.

Salary trend for Kimball Methodology in London

Kimball Methodology
Salary Histogram in London

The salary distribution of IT jobs citing Kimball Methodology in London over the 6 months to 20 July 2018.

Salary histogram for Kimball Methodology in London

Kimball Methodology
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the London region over the 6 months to 20 July 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +1 84 £65,000 +23.81% 17
West London +24 6 £55,000 - 2
South London -15 3 £47,500 -7.32% 1
Kimball Methodology
England

For the 6 months to 20 July 2018, IT jobs citing Kimball Methodology also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Kimball Methodology.

1 270 (90.91%) Data Warehouse
2 233 (78.45%) SQL Server
3 210 (70.71%) ETL
4 208 (70.03%) SQL
5 200 (67.34%) Business Intelligence
6 198 (66.67%) SQL Server Integration Services
7 145 (48.82%) SQL Server Analysis Services
8 121 (40.74%) Agile Software Development
9 114 (38.38%) SQL Server Reporting Services
10 110 (37.04%) Microsoft
11 101 (34.01%) Analytics
12 98 (33.00%) T-SQL
13 92 (30.98%) Finance
14 87 (29.29%) Oracle
15 81 (27.27%) OLAP
16 77 (25.93%) Big Data
17 72 (24.24%) Dimensional Modelling
18 65 (21.89%) Data Quality
19 64 (21.55%) Power BI
20 62 (20.88%) .NET
21 59 (19.87%) Web Services
22 56 (18.86%) Banking
23 55 (18.52%) Inmon Methodology
24 54 (18.18%) Data Integration
25 53 (17.85%) Relational Database
26 51 (17.17%) SQL Server 2012
27 50 (16.84%) XML
27 50 (16.84%) Data Modelling
28 47 (15.82%) Tableau
29 46 (15.49%) MDX

Kimball Methodology
Co-occurring IT Skills in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 36 (12.12%) Apache
2 34 (11.45%) SAS
3 27 (9.09%) IIS
4 13 (4.38%) Apache Spark
5 7 (2.36%) SharePoint
6 4 (1.35%) JBoss
7 2 (0.67%) Blackberry Enterprise Server
7 2 (0.67%) CMS
7 2 (0.67%) Sitecore CMS
8 1 (0.34%) SharePoint 2010
8 1 (0.34%) SharePoint 2013
Applications
1 20 (6.73%) Microsoft Excel
2 15 (5.05%) MS Visio
3 4 (1.35%) Spreadsheet
4 1 (0.34%) Microsoft Office
4 1 (0.34%) Microsoft Project
Business Applications
1 10 (3.37%) Salesforce.com CRM
2 3 (1.01%) Dynamics CRM
3 2 (0.67%) Adobe Campaign
3 2 (0.67%) Cognos Business Intelligence
3 2 (0.67%) Unit4 Business World
4 1 (0.34%) Dynamics AX
4 1 (0.34%) PeopleSoft HRMS
Cloud Services
1 28 (9.43%) Microsoft Azure
2 7 (2.36%) Data Lake Analytics
3 6 (2.02%) IaaS
3 6 (2.02%) SaaS
4 5 (1.68%) Amazon AWS
4 5 (1.68%) PaaS
5 4 (1.35%) Cloud Computing
6 3 (1.01%) Azure Data Factory
7 1 (0.34%) Amazon S3
Database & Business Intelligence
1 270 (90.91%) Data Warehouse
2 233 (78.45%) SQL Server
3 198 (66.67%) SQL Server Integration Services
4 145 (48.82%) SQL Server Analysis Services
5 114 (38.38%) SQL Server Reporting Services
6 81 (27.27%) OLAP
7 77 (25.93%) Big Data
8 64 (21.55%) Power BI
9 53 (17.85%) Relational Database
10 51 (17.17%) SQL Server 2012
11 46 (15.49%) Hadoop
12 43 (14.48%) Star Schema
13 36 (12.12%) SQL Server 2008
14 31 (10.44%) Microsoft Analysis Services
15 29 (9.76%) Oracle ODI
16 28 (9.43%) Data Lake
17 27 (9.09%) Oracle OLAP
18 26 (8.75%) Base SAS
18 26 (8.75%) SAS Enterprise Guide
19 24 (8.08%) HBase
Development Applications
1 21 (7.07%) Team Foundation Server
2 10 (3.37%) Visual Studio
3 6 (2.02%) ERwin
4 4 (1.35%) Git (software)
4 4 (1.35%) Visual Studio Team System
5 2 (0.67%) Jenkins
5 2 (0.67%) JIRA
6 1 (0.34%) ER Studio
6 1 (0.34%) RStudio
6 1 (0.34%) SQL Server Management Studio (SSMS)
6 1 (0.34%) Subversion
General
1 92 (30.98%) Finance
2 56 (18.86%) Banking
3 22 (7.41%) Marketing
4 19 (6.40%) Investment Banking
5 14 (4.71%) Games
6 8 (2.69%) Advertising
7 6 (2.02%) Corporate Banking
8 4 (1.35%) Back Office
8 4 (1.35%) Legal
8 4 (1.35%) Retail
9 1 (0.34%) Telecoms
Job Titles
1 204 (68.69%) Developer
2 126 (42.42%) Business Intelligence Developer
3 72 (24.24%) SQL Developer
4 51 (17.17%) Data Warehouse Developer
5 45 (15.15%) ETL Developer
6 40 (13.47%) SSIS Developer
7 39 (13.13%) SQL BI Developer
8 34 (11.45%) SQL Server Developer
9 27 (9.09%) SSRS Developer
10 25 (8.42%) SSAS Developer
11 24 (8.08%) Business Developer
12 19 (6.40%) Oracle Developer
12 19 (6.40%) SQL Server BI Developer
13 18 (6.06%) Senior Developer
14 17 (5.72%) Analyst
15 16 (5.39%) Oracle Data Warehouse Developer
15 16 (5.39%) Senior Business Intelligence Developer
16 14 (4.71%) Consultant
17 13 (4.38%) Architect
17 13 (4.38%) Business Intelligence Lead
Libraries, Frameworks & Software Standards
1 62 (20.88%) .NET
2 59 (19.87%) Web Services
3 50 (16.84%) XML
4 46 (15.49%) MDX
5 31 (10.44%) HTML
6 28 (9.43%) JSON
7 25 (8.42%) JSP
8 13 (4.38%) Kafka
9 12 (4.04%) Oracle GoldenGate
10 9 (3.03%) COM
11 4 (1.35%) LAMP
11 4 (1.35%) XSD
11 4 (1.35%) XSLT
12 2 (0.67%) LAPP Stack
12 2 (0.67%) RabbitMQ
12 2 (0.67%) REST
13 1 (0.34%) D3.js
13 1 (0.34%) Middleware
13 1 (0.34%) PySpark
Miscellaneous
1 41 (13.80%) Analytical Skills
2 37 (12.46%) Credit Risk
3 32 (10.77%) Management Information System
4 31 (10.44%) Market Risk
5 26 (8.75%) Fintech
5 26 (8.75%) Greenfield Project
6 22 (7.41%) Data Structures
7 20 (6.73%) Self-Motivation
8 15 (5.05%) Replication
9 10 (3.37%) Computer Science
10 6 (2.02%) Equities
10 6 (2.02%) Reference Data
11 5 (1.68%) Virtual Team
12 4 (1.35%) Enterprise Software
12 4 (1.35%) Reinsurance
13 2 (0.67%) Online Games
13 2 (0.67%) Social Media
14 1 (0.34%) Fixed Income
14 1 (0.34%) NHS
14 1 (0.34%) N-Tier
Operating Systems
1 35 (11.78%) Windows
2 32 (10.77%) Unix
3 31 (10.44%) AIX
3 31 (10.44%) HPUX
3 31 (10.44%) Solaris
4 9 (3.03%) Linux
5 4 (1.35%) Windows Server
5 4 (1.35%) Windows Server 2012
Processes & Methodologies
1 210 (70.71%) ETL
2 200 (67.34%) Business Intelligence
3 121 (40.74%) Agile Software Development
4 101 (34.01%) Analytics
5 72 (24.24%) Dimensional Modelling
6 55 (18.52%) Inmon Methodology
7 54 (18.18%) Data Integration
8 50 (16.84%) Data Modelling
9 45 (15.15%) Problem-Solving
10 44 (14.81%) Data Governance
10 44 (14.81%) Performance Tuning
11 40 (13.47%) Data Management
12 39 (13.13%) Data Architecture
13 38 (12.79%) Technical Architecture
14 37 (12.46%) Visualisation
15 33 (11.11%) Project Management
16 30 (10.10%) Data Visualisation
17 29 (9.76%) ETL Development
18 28 (9.43%) CRM
18 28 (9.43%) Information Management
Programming Languages
1 208 (70.03%) SQL
2 98 (33.00%) T-SQL
3 45 (15.15%) Java
4 29 (9.76%) C#
5 28 (9.43%) Python
6 25 (8.42%) PL/SQL
7 17 (5.72%) R
8 13 (4.38%) Data Analysis Expressions (DAX)
9 7 (2.36%) VB
10 6 (2.02%) VBA
11 4 (1.35%) JavaScript
11 4 (1.35%) VB.NET
12 3 (1.01%) Scala
12 3 (1.01%) Shell Script
13 2 (0.67%) HiveQL
13 2 (0.67%) U-SQL
14 1 (0.34%) C
14 1 (0.34%) PowerShell
Qualifications
1 35 (11.78%) Degree
2 10 (3.37%) Computer Science Degree
3 5 (1.68%) MCSE
3 5 (1.68%) Microsoft Certification
4 4 (1.35%) MBA
4 4 (1.35%) MCT
5 3 (1.01%) ISEB
6 1 (0.34%) Master's Degree
6 1 (0.34%) MCSA
6 1 (0.34%) Numerate Degree
Quality Assurance & Compliance
1 65 (21.89%) Data Quality
2 14 (4.71%) QA
3 3 (1.01%) GDPR
4 1 (0.34%) IFRS
System Software
1 14 (4.71%) HDFS
2 2 (0.67%) Docker
Systems Management
1 14 (4.71%) Ambari
2 1 (0.34%) Control-M
2 1 (0.34%) Kibana
Vendors
1 110 (37.04%) Microsoft
2 87 (29.29%) Oracle
3 47 (15.82%) Tableau
4 30 (10.10%) Cognos
5 18 (6.06%) Informatica
6 14 (4.71%) WorldPay
7 13 (4.38%) Salesforce.com
8 11 (3.70%) SAP
9 7 (2.36%) JDA
9 7 (2.36%) Talend
10 6 (2.02%) IBM
11 4 (1.35%) Ab Initio
11 4 (1.35%) Cisco
11 4 (1.35%) Red Hat
12 3 (1.01%) Alteryx
12 3 (1.01%) Cloudera
12 3 (1.01%) EXASOL
12 3 (1.01%) MicroStrategy
13 2 (0.67%) Adobe
13 2 (0.67%) Sitecore